Abstract: Systems, methods, and computer-readable media for improving dataset state determinations using artificial intelligence (AI) are disclosed. Systems, methods, devices, and non-transitory computer-readable media may involve at least one processor configured to: access a data structure including a plurality of differing datasets, wherein each of the plurality of datasets is associated with a user-determined dataset status, and wherein the user-determined dataset status is selected from a plurality of dataset statuses; for each of the plurality of datasets: input the dataset into an AI agent configured to analyze the dataset to automatically determine an associated AI-determined dataset status; compare the user-determined dataset status with the AI-determined dataset status; and when the comparing results in a determination of a difference between the user-determined dataset status and the AI-determined dataset status, institute a remedial action.

Abstract: Categorized display of discrete graphical elements associated with project-related data involving accessing a data structure including data on a plurality of differing projects, wherein each project has one of a plurality of project statuses; receiving a request for a status-level summarization of the plurality of projects; in response to the request for the status-level summarization, scanning the data structure; based on the scanning of the data structure, aggregating project status level categorization data associated with the plurality of projects, thereby defining a set of status groups; generating a plurality of interactive aggregate project graphics, each interactive aggregate project graphic including a plurality of interactive project elements, and each of the plurality of interactive aggregate project graphics being associated with a differing one of the status groups in the set; and displaying each of the interactive aggregate project graphics on a common display.